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481 lines
14 KiB
C++
481 lines
14 KiB
C++
/*************************************************************************************
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Grid physics library, www.github.com/paboyle/Grid
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Source file: ./lib/algorithms/CoarsenedMatrix.h
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Copyright (C) 2015
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Author: Azusa Yamaguchi <ayamaguc@staffmail.ed.ac.uk>
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Author: Peter Boyle <paboyle@ph.ed.ac.uk>
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Author: Peter Boyle <peterboyle@Peters-MacBook-Pro-2.local>
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Author: paboyle <paboyle@ph.ed.ac.uk>
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This program is free software; you can redistribute it and/or modify
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it under the terms of the GNU General Public License as published by
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the Free Software Foundation; either version 2 of the License, or
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(at your option) any later version.
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This program is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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GNU General Public License for more details.
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You should have received a copy of the GNU General Public License along
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with this program; if not, write to the Free Software Foundation, Inc.,
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51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
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See the full license in the file "LICENSE" in the top level distribution directory
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*************************************************************************************/
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/* END LEGAL */
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#ifndef GRID_ALGORITHM_COARSENED_MATRIX_H
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#define GRID_ALGORITHM_COARSENED_MATRIX_H
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NAMESPACE_BEGIN(Grid);
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class Geometry {
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// int dimension;
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public:
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int npoint;
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std::vector<int> directions ;
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std::vector<int> displacements;
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Geometry(int _d) {
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int base = (_d==5) ? 1:0;
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// make coarse grid stencil for 4d , not 5d
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if ( _d==5 ) _d=4;
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npoint = 2*_d+1;
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directions.resize(npoint);
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displacements.resize(npoint);
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for(int d=0;d<_d;d++){
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directions[2*d ] = d+base;
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directions[2*d+1] = d+base;
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displacements[2*d ] = +1;
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displacements[2*d+1] = -1;
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}
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directions [2*_d]=0;
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displacements[2*_d]=0;
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//// report back
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std::cout<<GridLogMessage<<"directions :";
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for(int d=0;d<npoint;d++) std::cout<< directions[d]<< " ";
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std::cout <<std::endl;
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std::cout<<GridLogMessage<<"displacements :";
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for(int d=0;d<npoint;d++) std::cout<< displacements[d]<< " ";
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std::cout<<std::endl;
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}
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/*
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// Original cleaner code
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Geometry(int _d) : dimension(_d), npoint(2*_d+1), directions(npoint), displacements(npoint) {
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for(int d=0;d<dimension;d++){
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directions[2*d ] = d;
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directions[2*d+1] = d;
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displacements[2*d ] = +1;
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displacements[2*d+1] = -1;
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}
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directions [2*dimension]=0;
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displacements[2*dimension]=0;
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}
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std::vector<int> GetDelta(int point) {
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std::vector<int> delta(dimension,0);
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delta[directions[point]] = displacements[point];
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return delta;
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};
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*/
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};
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template<class Fobj,class CComplex,int nbasis>
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class Aggregation {
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public:
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typedef iVector<CComplex,nbasis > siteVector;
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typedef Lattice<siteVector> CoarseVector;
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typedef Lattice<iMatrix<CComplex,nbasis > > CoarseMatrix;
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typedef Lattice< CComplex > CoarseScalar; // used for inner products on fine field
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typedef Lattice<Fobj > FineField;
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GridBase *CoarseGrid;
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GridBase *FineGrid;
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std::vector<Lattice<Fobj> > subspace;
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int checkerboard;
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Aggregation(GridBase *_CoarseGrid,GridBase *_FineGrid,int _checkerboard) :
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CoarseGrid(_CoarseGrid),
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FineGrid(_FineGrid),
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subspace(nbasis,_FineGrid),
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checkerboard(_checkerboard)
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{
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};
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void Orthogonalise(void){
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CoarseScalar InnerProd(CoarseGrid);
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std::cout << GridLogMessage <<" Gramm-Schmidt pass 1"<<std::endl;
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blockOrthogonalise(InnerProd,subspace);
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std::cout << GridLogMessage <<" Gramm-Schmidt pass 2"<<std::endl;
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blockOrthogonalise(InnerProd,subspace);
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// std::cout << GridLogMessage <<" Gramm-Schmidt checking orthogonality"<<std::endl;
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// CheckOrthogonal();
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}
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void CheckOrthogonal(void){
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CoarseVector iProj(CoarseGrid);
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CoarseVector eProj(CoarseGrid);
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for(int i=0;i<nbasis;i++){
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blockProject(iProj,subspace[i],subspace);
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eProj=zero;
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parallel_for(int ss=0;ss<CoarseGrid->oSites();ss++){
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eProj._odata[ss](i)=CComplex(1.0);
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}
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eProj=eProj - iProj;
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std::cout<<GridLogMessage<<"Orthog check error "<<i<<" " << norm2(eProj)<<std::endl;
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}
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std::cout<<GridLogMessage <<"CheckOrthog done"<<std::endl;
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}
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void ProjectToSubspace(CoarseVector &CoarseVec,const FineField &FineVec){
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blockProject(CoarseVec,FineVec,subspace);
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}
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void PromoteFromSubspace(const CoarseVector &CoarseVec,FineField &FineVec){
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FineVec.checkerboard = subspace[0].checkerboard;
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blockPromote(CoarseVec,FineVec,subspace);
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}
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void CreateSubspaceRandom(GridParallelRNG &RNG){
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for(int i=0;i<nbasis;i++){
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random(RNG,subspace[i]);
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std::cout<<GridLogMessage<<" norm subspace["<<i<<"] "<<norm2(subspace[i])<<std::endl;
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}
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Orthogonalise();
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}
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/*
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virtual void CreateSubspaceLanczos(GridParallelRNG &RNG,LinearOperatorBase<FineField> &hermop,int nn=nbasis)
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{
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// Run a Lanczos with sloppy convergence
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const int Nstop = nn;
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const int Nk = nn+20;
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const int Np = nn+20;
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const int Nm = Nk+Np;
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const int MaxIt= 10000;
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RealD resid = 1.0e-3;
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Chebyshev<FineField> Cheb(0.5,64.0,21);
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ImplicitlyRestartedLanczos<FineField> IRL(hermop,Cheb,Nstop,Nk,Nm,resid,MaxIt);
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// IRL.lock = 1;
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FineField noise(FineGrid); gaussian(RNG,noise);
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FineField tmp(FineGrid);
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std::vector<RealD> eval(Nm);
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std::vector<FineField> evec(Nm,FineGrid);
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int Nconv;
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IRL.calc(eval,evec,
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noise,
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Nconv);
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// pull back nn vectors
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for(int b=0;b<nn;b++){
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subspace[b] = evec[b];
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std::cout << GridLogMessage <<"subspace["<<b<<"] = "<<norm2(subspace[b])<<std::endl;
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hermop.Op(subspace[b],tmp);
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std::cout<<GridLogMessage << "filtered["<<b<<"] <f|MdagM|f> "<<norm2(tmp)<<std::endl;
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noise = tmp - sqrt(eval[b])*subspace[b] ;
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std::cout<<GridLogMessage << " lambda_"<<b<<" = "<< eval[b] <<" ; [ M - Lambda ]_"<<b<<" vec_"<<b<<" = " <<norm2(noise)<<std::endl;
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noise = tmp + eval[b]*subspace[b] ;
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std::cout<<GridLogMessage << " lambda_"<<b<<" = "<< eval[b] <<" ; [ M - Lambda ]_"<<b<<" vec_"<<b<<" = " <<norm2(noise)<<std::endl;
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}
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Orthogonalise();
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for(int b=0;b<nn;b++){
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std::cout << GridLogMessage <<"subspace["<<b<<"] = "<<norm2(subspace[b])<<std::endl;
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}
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}
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*/
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virtual void CreateSubspace(GridParallelRNG &RNG,LinearOperatorBase<FineField> &hermop,int nn=nbasis) {
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RealD scale;
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ConjugateGradient<FineField> CG(1.0e-2,10000);
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FineField noise(FineGrid);
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FineField Mn(FineGrid);
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for(int b=0;b<nn;b++){
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gaussian(RNG,noise);
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scale = std::pow(norm2(noise),-0.5);
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noise=noise*scale;
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hermop.Op(noise,Mn); std::cout<<GridLogMessage << "noise ["<<b<<"] <n|MdagM|n> "<<norm2(Mn)<<std::endl;
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for(int i=0;i<1;i++){
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CG(hermop,noise,subspace[b]);
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noise = subspace[b];
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scale = std::pow(norm2(noise),-0.5);
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noise=noise*scale;
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}
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hermop.Op(noise,Mn); std::cout<<GridLogMessage << "filtered["<<b<<"] <f|MdagM|f> "<<norm2(Mn)<<std::endl;
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subspace[b] = noise;
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}
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Orthogonalise();
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}
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};
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// Fine Object == (per site) type of fine field
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// nbasis == number of deflation vectors
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template<class Fobj,class CComplex,int nbasis>
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class CoarsenedMatrix : public SparseMatrixBase<Lattice<iVector<CComplex,nbasis > > > {
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public:
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typedef iVector<CComplex,nbasis > siteVector;
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typedef Lattice<siteVector> CoarseVector;
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typedef Lattice<iMatrix<CComplex,nbasis > > CoarseMatrix;
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typedef Lattice< CComplex > CoarseScalar; // used for inner products on fine field
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typedef Lattice<Fobj > FineField;
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////////////////////
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// Data members
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////////////////////
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Geometry geom;
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GridBase * _grid;
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CartesianStencil<siteVector,siteVector> Stencil;
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std::vector<CoarseMatrix> A;
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///////////////////////
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// Interface
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///////////////////////
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GridBase * Grid(void) { return _grid; }; // this is all the linalg routines need to know
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RealD M (const CoarseVector &in, CoarseVector &out){
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conformable(_grid,in._grid);
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conformable(in._grid,out._grid);
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SimpleCompressor<siteVector> compressor;
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Stencil.HaloExchange(in,compressor);
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parallel_for(int ss=0;ss<Grid()->oSites();ss++){
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siteVector res = zero;
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siteVector nbr;
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int ptype;
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StencilEntry *SE;
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for(int point=0;point<geom.npoint;point++){
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SE=Stencil.GetEntry(ptype,point,ss);
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if(SE->_is_local&&SE->_permute) {
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permute(nbr,in._odata[SE->_offset],ptype);
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} else if(SE->_is_local) {
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nbr = in._odata[SE->_offset];
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} else {
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nbr = Stencil.CommBuf()[SE->_offset];
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}
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res = res + A[point]._odata[ss]*nbr;
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}
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vstream(out._odata[ss],res);
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}
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return norm2(out);
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};
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RealD Mdag (const CoarseVector &in, CoarseVector &out){
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return M(in,out);
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};
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// Defer support for further coarsening for now
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void Mdiag (const CoarseVector &in, CoarseVector &out){};
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void Mdir (const CoarseVector &in, CoarseVector &out,int dir, int disp){};
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CoarsenedMatrix(GridCartesian &CoarseGrid) :
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_grid(&CoarseGrid),
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geom(CoarseGrid._ndimension),
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Stencil(&CoarseGrid,geom.npoint,Even,geom.directions,geom.displacements),
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A(geom.npoint,&CoarseGrid)
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{
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};
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void CoarsenOperator(GridBase *FineGrid,LinearOperatorBase<Lattice<Fobj> > &linop,
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Aggregation<Fobj,CComplex,nbasis> & Subspace){
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FineField iblock(FineGrid); // contributions from within this block
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FineField oblock(FineGrid); // contributions from outwith this block
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FineField phi(FineGrid);
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FineField tmp(FineGrid);
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FineField zz(FineGrid); zz=zero;
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FineField Mphi(FineGrid);
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Lattice<iScalar<vInteger> > coor(FineGrid);
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CoarseVector iProj(Grid());
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CoarseVector oProj(Grid());
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CoarseScalar InnerProd(Grid());
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// Orthogonalise the subblocks over the basis
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blockOrthogonalise(InnerProd,Subspace.subspace);
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// Compute the matrix elements of linop between this orthonormal
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// set of vectors.
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int self_stencil=-1;
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for(int p=0;p<geom.npoint;p++){
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A[p]=zero;
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if( geom.displacements[p]==0){
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self_stencil=p;
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}
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}
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assert(self_stencil!=-1);
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for(int i=0;i<nbasis;i++){
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phi=Subspace.subspace[i];
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std::cout<<GridLogMessage<<"("<<i<<").."<<std::endl;
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for(int p=0;p<geom.npoint;p++){
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int dir = geom.directions[p];
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int disp = geom.displacements[p];
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Integer block=(FineGrid->_rdimensions[dir])/(Grid()->_rdimensions[dir]);
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LatticeCoordinate(coor,dir);
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if ( disp==0 ){
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linop.OpDiag(phi,Mphi);
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}
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else {
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linop.OpDir(phi,Mphi,dir,disp);
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}
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////////////////////////////////////////////////////////////////////////
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// Pick out contributions coming from this cell and neighbour cell
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////////////////////////////////////////////////////////////////////////
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if ( disp==0 ) {
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iblock = Mphi;
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oblock = zero;
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} else if ( disp==1 ) {
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oblock = where(mod(coor,block)==(block-1),Mphi,zz);
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iblock = where(mod(coor,block)!=(block-1),Mphi,zz);
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} else if ( disp==-1 ) {
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oblock = where(mod(coor,block)==(Integer)0,Mphi,zz);
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iblock = where(mod(coor,block)!=(Integer)0,Mphi,zz);
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} else {
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assert(0);
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}
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Subspace.ProjectToSubspace(iProj,iblock);
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Subspace.ProjectToSubspace(oProj,oblock);
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// blockProject(iProj,iblock,Subspace.subspace);
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// blockProject(oProj,oblock,Subspace.subspace);
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parallel_for(int ss=0;ss<Grid()->oSites();ss++){
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for(int j=0;j<nbasis;j++){
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if( disp!= 0 ) {
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A[p]._odata[ss](j,i) = oProj._odata[ss](j);
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}
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A[self_stencil]._odata[ss](j,i) = A[self_stencil]._odata[ss](j,i) + iProj._odata[ss](j);
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}
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}
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}
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}
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#if 0
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///////////////////////////
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// test code worth preserving in if block
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///////////////////////////
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std::cout<<GridLogMessage<< " Computed matrix elements "<< self_stencil <<std::endl;
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for(int p=0;p<geom.npoint;p++){
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std::cout<<GridLogMessage<< "A["<<p<<"]" << std::endl;
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std::cout<<GridLogMessage<< A[p] << std::endl;
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}
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std::cout<<GridLogMessage<< " picking by block0 "<< self_stencil <<std::endl;
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phi=Subspace.subspace[0];
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std::vector<int> bc(FineGrid->_ndimension,0);
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blockPick(Grid(),phi,tmp,bc); // Pick out a block
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linop.Op(tmp,Mphi); // Apply big dop
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blockProject(iProj,Mphi,Subspace.subspace); // project it and print it
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std::cout<<GridLogMessage<< " Computed matrix elements from block zero only "<<std::endl;
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std::cout<<GridLogMessage<< iProj <<std::endl;
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std::cout<<GridLogMessage<<"Computed Coarse Operator"<<std::endl;
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#endif
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// ForceHermitian();
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AssertHermitian();
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// ForceDiagonal();
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}
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void ForceDiagonal(void) {
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std::cout<<GridLogMessage<<"**************************************************"<<std::endl;
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std::cout<<GridLogMessage<<"**** Forcing coarse operator to be diagonal ****"<<std::endl;
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std::cout<<GridLogMessage<<"**************************************************"<<std::endl;
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for(int p=0;p<8;p++){
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A[p]=zero;
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}
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GridParallelRNG RNG(Grid()); RNG.SeedFixedIntegers(std::vector<int>({55,72,19,17,34}));
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Lattice<iScalar<CComplex> > val(Grid()); random(RNG,val);
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Complex one(1.0);
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iMatrix<CComplex,nbasis> ident; ident=one;
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val = val*adj(val);
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val = val + 1.0;
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A[8] = val*ident;
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// for(int s=0;s<Grid()->oSites();s++) {
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// A[8]._odata[s]=val._odata[s];
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// }
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}
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void ForceHermitian(void) {
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for(int d=0;d<4;d++){
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int dd=d+1;
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A[2*d] = adj(Cshift(A[2*d+1],dd,1));
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}
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// A[8] = 0.5*(A[8] + adj(A[8]));
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}
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void AssertHermitian(void) {
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CoarseMatrix AA (Grid());
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CoarseMatrix AAc (Grid());
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CoarseMatrix Diff (Grid());
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for(int d=0;d<4;d++){
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int dd=d+1;
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AAc = Cshift(A[2*d+1],dd,1);
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AA = A[2*d];
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Diff = AA - adj(AAc);
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std::cout<<GridLogMessage<<"Norm diff dim "<<d<<" "<< norm2(Diff)<<std::endl;
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std::cout<<GridLogMessage<<"Norm dim "<<d<<" "<< norm2(AA)<<std::endl;
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}
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Diff = A[8] - adj(A[8]);
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std::cout<<GridLogMessage<<"Norm diff local "<< norm2(Diff)<<std::endl;
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std::cout<<GridLogMessage<<"Norm local "<< norm2(A[8])<<std::endl;
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}
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};
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NAMESPACE_END(Grid);
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#endif
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